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Funding or commissioning sign-language AI? A clarity check first.
Sign-language AI is often discussed as a single capability, but in practice, it encompasses very different types of tools , each with distinct levels of maturity, risk, and impact. Before funding or adopting any solution, it’s important to be clear about: What type of system is actually being proposed whether it supports one-way translation (e.g. text or speech → signed output) or claims bi-directional translation (signed input ↔ text or speech) What remains human-led ver
Tim Scannell
Jan 91 min read


🧏♀️🤖 My 2025 LinkedIn Rewind (by Coauthor.studio)
Happy New Year.2025 was the year I kept asking one question: If AI claims to understand sign language, who is accountable when it fails? I am not an AI developer or engineer. My role is to evaluate whether accessibility actually works for Deaf and BSL users, especially when AI is introduced into high-risk settings. This year, I saw real progress. I also saw serious gaps. Key moments in 2025: Started as Accessibility Consultant at PN Inclusion (July 2025) Achieved AI
Tim Scannell
Jan 62 min read


Deaf and Sign Language-Led Authority in 2026
A Deaf and Sign Language-Led authority is needed in sign language AI — now. As AI systems involving sign language become more visible, progress alone is no longer enough. What is increasingly missing from the conversation is linguistic authority . Sign languages are not motion systems. They are full languages , dependent on: manual dexterity spatial grammar context culture lived Deaf expertise Without Deaf-led authority, AI risks producing outputs that are technically impr
Tim Scannell
Jan 51 min read


New AI Careers for Deaf Sign Language Users: MediaPipe, Ethics, and the Future of Safe AI
Artificial Intelligence is transforming communication — but for sign languages, the most important truth is this: AI cannot understand sign language without Deaf people leading its design. This is not about replacing human interpreters.It is about creating new AI careers where Deaf professionals are builders, validators, and decision-makers . 1. New Job Areas for Deaf Sign Language Users (MediaPipe-Focused) Entirely new roles are emerging as AI systems begin to work with vi
Tim Scannell
Dec 17, 20253 min read
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